Goal-Directed Decision Making: Computations and Neural Circuits
Editat de Richard W. Morris, Aaron Bornstein, Amitai Shenhaven Limba Engleză Paperback – 23 aug 2018
The book presents discussions on the broader field of decision-making and how it has expanded to incorporate ideas related to flexible behaviors, such as cognitive control, economic choice, and Bayesian inference, as well as the influences that motivation, context and cues have on behavior and decision-making.
- Details the neural circuits functionally involved in goal-directed decision-making and the computations these circuits perform
- Discusses changes in goal-directed decision-making spurred by development and disorders, and within real-world applications, including social contexts and addiction
- Synthesizes neuroscience, psychology and computer science research to offer a unique perspective on the central and emerging issues in goal-directed decision-making
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Specificații
ISBN-13: 9780128120989
ISBN-10: 0128120983
Pagini: 484
Dimensiuni: 191 x 235 x 29 mm
Greutate: 0.98 kg
Editura: ELSEVIER SCIENCE
ISBN-10: 0128120983
Pagini: 484
Dimensiuni: 191 x 235 x 29 mm
Greutate: 0.98 kg
Editura: ELSEVIER SCIENCE
Public țintă
Advanced students and researchers in behavioral neuroscience, cognitive neuroscience, social neuroscience, computational neuroscience, and neuropsychology; secondarily, computer scientists and psychologists interested in decision-making processesCuprins
1. Actions and Habits: Psychological Issues in Dual Process Theory
Computations 2. Instrumental Divergence and Goal-Directed Choice 3. Temporal Dynamics of Goal-Directed Decision Making 4. Episodic Memory Influences on Goal-Directed Decision Making 5. Structure Learning 6. Simulation and Evaluation in Deliberative Decision Making 7. Competition and Cooperation between Multiple RL Systems
Neuroscience 8. Cortical Determinants of Goal-Directed Action 9. Distinct Functional Microcircuits in the Nucleus Accumbens Underlying Goal-Directed Decision Making 10. Striatal Cholinergic Interneurons and Goal-Directed Learning 11. Dopaminergic Prediction Errors and the Acquisition of Model-Based Behavior 12. The Role of the Orbitofrontal Cortex in Reinforcement Learning and Goal-Directed Decision Making
Applications 13. The Development of Goal-Directed Decision Making 14. Social Behavior 15. Goal-Directed Deficits in Psychosis 16. Goal-Directed Action in Disorders of Compulsivity 17. Drug Addiction: Augmented Habit Learning or Failure of Goal-Directed Control? 18. Alpha-Go
Open Questions 19. Realigning Models of Habitual and Goal-Directed Decision Making 20. Motivations of Action and Reward
Computations 2. Instrumental Divergence and Goal-Directed Choice 3. Temporal Dynamics of Goal-Directed Decision Making 4. Episodic Memory Influences on Goal-Directed Decision Making 5. Structure Learning 6. Simulation and Evaluation in Deliberative Decision Making 7. Competition and Cooperation between Multiple RL Systems
Neuroscience 8. Cortical Determinants of Goal-Directed Action 9. Distinct Functional Microcircuits in the Nucleus Accumbens Underlying Goal-Directed Decision Making 10. Striatal Cholinergic Interneurons and Goal-Directed Learning 11. Dopaminergic Prediction Errors and the Acquisition of Model-Based Behavior 12. The Role of the Orbitofrontal Cortex in Reinforcement Learning and Goal-Directed Decision Making
Applications 13. The Development of Goal-Directed Decision Making 14. Social Behavior 15. Goal-Directed Deficits in Psychosis 16. Goal-Directed Action in Disorders of Compulsivity 17. Drug Addiction: Augmented Habit Learning or Failure of Goal-Directed Control? 18. Alpha-Go
Open Questions 19. Realigning Models of Habitual and Goal-Directed Decision Making 20. Motivations of Action and Reward